{"id":"W2382680429","doi":"10.1002/cjce.22531","title":"2‐D approximation of a structured packed bed column","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"European Commission","keywords":"Packed bed; Heat transfer; Mass transfer; Mechanics; Rotational symmetry; Porosity; Two-phase flow; Particle (ecology); Curse of dimensionality; Closure (psychology); Computational fluid dynamics; Flow (mathematics); Materials science; Thermodynamics; Mathematics; Chemistry; Physics; Geology; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001945495,0.0004723006,0.0005184766,0.0003582663,0.0004217365,0.0008721008,0.0008399785,0.001152716,0.002574974],"category_scores_gemma":[0.0004503255,0.0003798974,0.0003955124,0.0003478654,0.0005856307,0.0002938652,0.0005081877,0.0004278543,0.0004065336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009044459,"about_ca_system_score_gemma":0.001044573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02463959,"about_ca_topic_score_gemma":0.01020658,"domain_scores_codex":[0.999866,0.00003083658,0.000005614575,0.00002249435,0.0000458547,0.00002911352],"domain_scores_gemma":[0.9997233,0.0001213008,0.00002995813,0.00002663614,0.0000711086,0.00002774765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001938825,0.0000217479,0.0004499862,0.00001718669,0.000005447724,0.0000497971,0.00001365456,0.9950883,0.002125668,0.001198589,0.0001336316,0.0008766447],"study_design_scores_gemma":[0.000003018124,0.000005323168,0.0001035592,0.000001671331,8.318137e-7,0.000004416472,0.000003574887,0.9994484,0.0002121637,0.0001002872,0.0001149653,0.00000195968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4947053,0.00072733,0.4587661,0.0004663155,0.0001795215,0.0001673707,0.001145475,0.0009567569,0.04288572],"genre_scores_gemma":[0.9630086,0.0001995592,0.03074863,0.0001186107,0.00001796293,0.00008828823,0.0003172439,0.00004839558,0.005452747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02463959,"threshold_uncertainty_score":0.04899234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006132988135453103,"score_gpt":0.1681522910755102,"score_spread":0.1620193029400571,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}